liwc-psycholinguistic
LIWC Psycholinguistic Analysis
Overview
LIWC (Linguistic Inquiry and Word Count) psycholinguistic analysis categorizes a corpus's vocabulary into hierarchical psychological dimensions -- cognitive processes, social dynamics, affective states, biological concerns, drives, and perceptual processes -- then computes each dimension's proportional weight to identify which linguistic registers dominate the writing. The core principle: words are windows into psychological processes, but dictionary-based categorization captures word-level signals, not meaning-level understanding. A word like "cut" matches the biological/body category regardless of whether the text describes surgery, budget cuts, or a film edit. Treat dimension percentages as statistical summaries of vocabulary composition, never as direct measures of psychological states.
Methodological foundation: LIWC-22 (Boyd et al., 2022) provides ~6,500 dictionary entries mapped to 118 hierarchically organized categories. Open-source alternatives include Empath (Fast et al., 2016; ~200 categories, r = 0.90 correlation with LIWC), SEANCE (Crossley et al., 2017; 254 indices with negation and POS features), and custom dictionary approaches using validated word lists. All share the same bag-of-words limitation: no handling of negation, sarcasm, polysemy, or compositional meaning.
When to Use
- Categorizing an author's vocabulary into psychological dimensions for style profiling
- Identifying which linguistic registers (cognitive, social, emotional, perceptual) dominate a corpus
- Establishing dimension baselines to compare across corpora, time periods, or contexts
- Mapping psycholinguistic dimension distributions to style replication priorities
- Providing input features for downstream personality, archetype, or voice modeling analyses
When NOT to use: